Incamake
XLNet ihuza ibyerekezo byombi bya BERT hamwe na autoregressive yahanuye GPT mumahugurwa hejuru yo gutondekanya ijambo. Amayeri yo kwemerera areka kwigira kumyanya yose atarinze guhisha ibimenyetso.
XLNet Uruhushya rwo Kwerekana ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
XLNet, yatangijwe muri 2019 na Carnegie Mellon na Google Ubwonko, bwakozwe kugirango bukosore inenge muburyo bwa BERT. BERT yerekana ibimenyetso bya BERT kandi irabihanura, ariko ikimenyetso cyibihimbano [MASK] ntigishobora kugaragara mugihe cyo gutunganya neza, gukora gari ya moshi / ikizamini kidahuye, kandi BERT ikeka ko ibimenyetso byapfunditswe byigenga. XLNet ahubwo ikoresha 'permisation y'ururimi rwerekana imiterere': iragaragaza cyane ibyateganijwe byinjira-bishoboka hejuru yamagambo yose ashoboka yamagambo akurikirana. Muguhanura buri kimenyetso cyahawe igice cyabandi, icyitegererezo kibona neza ibyerekezo byombi mugihe gikomeje kuba moderi ikwiye idafite mask. Yubatswe kumugongo wa Transformer-XL kugirango yibuke intera ndende, XLNet yarushije BERT kumirimo igera kuri 20 harimo gusubiza ibibazo, gusesengura amarangamutima, no gutondekanya inyandiko.
Ubushishozi
XLNet ntabwo ihindura amagambo; iremera gahunda yo gutondeka ikoresheje masike yo kwitondera, amakuru yamakuru rero arabitswe. Kugirango ukore iki gikorwa, ikoresha 'ibice bibiri-byo-kwiyitaho': umurongo wibirimo urimo ibimenyetso byombi hamwe nibisobanuro byacyo, hamwe numurongo wibibazo uzi aho intego ihagaze ariko ntabwo ibiyirimo, bigafasha guhanura udatanze igisubizo. Guhindura-XL kwisubiramo hamwe na kodegisi ya posisiyo igereranya itanga kwibuka mubice birebire, kunoza imikorere yinyandiko ndende.
Kumenya XLNet Uruhushya rwo Kwerekana
XLNet ihuza ibyerekezo byombi bya BERT hamwe na autoregressive yahanuye GPT mumahugurwa hejuru yo gutondekanya ijambo. Amayeri yo kwemerera areka kwigira kumyanya yose atarinze guhisha ibimenyetso. XLNet Uruhushya rwo Kwerekana ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata icyitegererezo cya XLNet nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha XLNet Uruhushya rwo kwerekana icyitegererezo cyerekana, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kugera kubisubizo byo hejuru kubisubizo-bisubiza ibipimo nka SQuAD
Gukemura inyandiko-ndende imirimo nka RACE gusoma-gusobanukirwa ikizamini ukoresheje Transformer-XL yibuka
Imbaraga zinyandiko zikurikirana hamwe na sisitemu-yo kugarura amakuru
Gutezimbere amarangamutima gutondekanya no gutondekanya inyandiko hejuru ya BERT
Uburyo bwo Gushyira mu bikorwa
XLNet Uruhushya rwo Kwerekana mubikorwa
Kugera kubisubizo byo hejuru kubisubizo-bisubiza ibipimo nka SQuAD.
Kugera ku bisubizo byo hejuru ku bipimo bisubiza ibibazo nka Amakipe ya SQuAD ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
XLNet Uruhushya rwo Kwerekana mubikorwa
Gukemura inyandiko-ndende imirimo nka RACE gusoma-gusobanukirwa ikizamini ukoresheje Transformer-XL yibuka.
Gukemura inyandiko-ndende nkibizamini bya RACE gusoma-gusobanukirwa ukoresheje Transformer-XL yibuka Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
XLNet Uruhushya rwo Kwerekana mubikorwa
Imbaraga zinyandiko zikurikirana hamwe na sisitemu-yo kugarura amakuru.
Imbaraga zinyandiko zikurikirana hamwe na sisitemu-yo kugarura amakuru Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
XLNet Uruhushya rwo Kwerekana mubikorwa
Gutezimbere amarangamutima gutondekanya no gutondekanya inyandiko hejuru ya BERT.
Kunoza ibyiciro byimyumvire no gutondekanya ibyiciro hejuru yibice BERT Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.